1
    AI Disclosure & Provenance Gate

    AI Disclosure & Provenance Gate

    by PubsProToolkit

    An adversarial gate to verify AI-use disclosures and draft compliant provenance statements for any venue.

    Updated Jun 2026
    Security scanned
    Codex CLI

    $5

    · or 25 credits

    30-day refund guarantee

    Secure checkout via Stripe

    Included in download

    • Draft compliant disclosure statements for academic or journal submissions
    • Verify if marketing copy requires AI-usage flags for social platforms
    • file_read, file_write automation included
    • Ready for Codex CLI
    • Instant install

    Sample input

    Review this blog post I wrote with some help from GPT-4o for a tech industry site. I haven't added any disclosure yet. Is it needed?

    Sample output

    VERDICT: DISCLOSE

    WHY:

    • Content was AI-assisted but lacks attribution.
    • Tech industry norms favor transparency regarding LLM usage in editorial copy.

    PRODUCTION METHOD: AI-assisted

    SUGGESTED DISCLOSURE: "The author used GPT-4o to assist in drafting this article. The final content has been reviewed and edited for accuracy by the author."

    PLACEMENT:

    • Footer or at the end of the post.

    NOTES: This is guidance based on general norms, not legal advice. Check the site's specific AI policy.

    About This Skill

    Catch missing AI disclosures before you publish

    Many journals, news outlets, app stores, and employers now ask creators to disclose when AI tools helped produce their content. The AI Disclosure and Provenance Gate is an adversarial review layer that checks your work against these common expectations and drafts an honest, ready-to-paste statement before you hit publish or submit.

    What it does

    Give it your draft, code, or caption and tell it how the content was produced and where it is going. The skill classifies the production method, judges any disclosure you already have, and generates a statement matched to your venue.

    • Adversarial review: it looks for vague or misleading wording, such as "may contain AI content", that does not actually inform a reader.
    • Context aware: it adapts to whether you are submitting to a journal, a news outlet, an app store, or a company blog.
    • Provenance mapping: it sorts production methods (human only, AI assisted, AI generated then edited, fully AI generated) so your attribution stays consistent.

    Why use it

    Asking an AI to "write a disclosure" often produces generic or overconfident legal sounding text. This skill follows a disciplined, step by step method to produce plain, specific statements, and it tells you where to place them. It will not help you hide genuine AI involvement, because honest disclosure is what protects your credibility.

    Output

    You get a structured report: a clear VERDICT (such as DISCLOSE or REVISE DISCLOSURE), a SUGGESTED DISCLOSURE block you can copy, PLACEMENT guidance, and NOTES. The bundled templates file gives reusable statements and a placement guide.

    This is a review aid based on general norms, not legal advice. You are responsible for your venue's actual rules.

    Use Cases

    • Draft compliant disclosure statements for academic or journal submissions
    • Verify if marketing copy requires AI-usage flags for social platforms
    • Audit existing AI statements for vague or misleading language
    • Categorize content production methods to maintain internal governance logs

    Reviews

    No reviews yet - be the first to share your experience.

    Only users who have downloaded or purchased this skill can leave a review.

    Security Scanned

    Passed automated security review

    Permissions

    Read Files
    Write Files

    Read Files lets the skill open the draft, document, or code file you point it at. Write Files lets it save a suggested disclosure statement or a provenance log next to your content if you ask. It needs no terminal, network, or environment access and never sends your content anywhere.

    Works with any SKILL.md-compatible agent (Claude Code, Codex CLI, Cursor, VS Code Copilot, Gemini CLI, and others). No runtime, network, or external tools required - it reads only the content you provide.

    Creator

    PubsProToolkit builds adversarial "gate" skills for AI agents — they catch problems before your output ships, instead of just generating more. From code, security, and infrastructure to content, hiring, contracts, and finance. Built by a CMPP-certified, PhD medical writer who brings regulated-industry rigor to every domain.

    Frequently Asked Questions

    More Premium Skills

    $5